BusyBee — Social Media Data

io.github.danfeistarPublished by GitHub account danfeistarv0.2.4Updated Nov 1, 2026

Social media data for AI agents: creators, posts, comments, insights, trending across 6 platforms.

Overview

AI-generated overview

BusyBee gives an assistant public social media data from TikTok, Instagram, YouTube, X, Douyin and Xiaohongshu through ten business-level tools with one…

What you can do
  • Discover platforms and check which tools each one supports, plus check remaining credit
  • Search creators and posts by keyword on a chosen platform
  • Read a creator's profile and recent posts, or fetch details of a single post
  • Retrieve comments under a post and get comment insights such as sentiment split, question ratio, frequent phrases and top-liked comments
  • List trending content on a platform
  • Every response carries a cost and balance figure so the assistant can track spending
When to use it
Useful when you want an assistant to research creators, topics, trends or audience reactions across major short-video and social platforms in a single conversation, for example creator discovery, competitor monitoring or demand mining from comment sections.
Requirements
A remote endpoint at lucydomi.com over Streamable HTTP (legacy SSE and REST/OpenAPI also offered). A bearer API key in the Authorization header, obtained by signing up; overseas and China platforms use different key groups. A local stdio option exists via a Python package with the BUSYBEE_API_KEY environment variable. Network access required.
Before you install
Billing is pay per call, so usage spends credit; responses report cost and balance and failed calls are not billed. The API key is a secret sent in the Authorization header. The service is limited to public data and to users outside mainland China, and its policy forbids profiling private individuals, scraping private accounts, manipulating engagement or training on personal data without a lawful basis. Some clients pass the key in a query string.

Installation

In SourceWeft

  1. Open BusyBee — Social Media Data in the dashboard and add it to a workspace.
  2. Connect Authorization token credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.danfeistar%2Fbusybee/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "busybee-social-media-data": {
      "type": "http",
      "url": "https://lucydomi.com/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_TOKEN>"
      }
    }
  }
}

README

BusyBee MCP

[PyPI] [Python] [License: MIT] [Glama score] [BusyBee MCP on AI Agents Listing] [MCP Registry]

Public social media data for AI agents. Ten business-level tools, one schema — TikTok, Instagram, YouTube, X (Twitter), Douyin and Xiaohongshu.

Ask your agent "who are the fastest-growing coffee creators on TikTok right now, and what do their comment sections complain about?" — it answers with real data, in one conversation.

Endpoint    https://lucydomi.com/mcpProtocols   MCP Streamable HTTP · MCP SSE (legacy) · REST/JSON · stdioTools       10Billing     pay per call; every response returns cost_usd + balance_usd

Try it in 30 seconds — no signup: open https://lucydomi.com/demo, type a keyword, see the real response shape (6 free calls per device per day, 3 of them on Douyin/Xiaohongshu). When you want unlimited calls, grab a key at https://lucydomi.com/sign-up.


Connect your agent

Step-by-step guides, each with a config file you can copy verbatim:


Works with every kind of agent

Most "social data for AI" products ship one transport and hope your client speaks it. This server speaks four, on the same host, with the same 10 tools behind all of them.

Your agentWhat it supportsHow to connect
Claude CodeStreamable HTTPclaude mcp add busybee --transport http https://lucydomi.com/mcp --header "Authorization: Bearer sk-..."
Cursor / Cline / Windsurf / VS CodeStreamable HTTPadd to mcp.json (see below)
Claude Desktopstdiouvx busybee-mcp with BUSYBEE_API_KEY
Older MCP clients (2024-11 era)SSE onlyhttps://lucydomi.com/sse + https://lucydomi.com/messages/
Dify / n8n / Coze / FastGPTOpenAPI / plain HTTPimport https://lucydomi.com/mcp/openapi.json (3.1), or ?spec=3.0 for older importers
LangChain / LlamaIndex / custom codetools JSON or HTTPhttps://lucydomi.com/mcp/tools?format=openai, or call REST directly
GPT Actions / Zapier / MakeOpenAPI 3.xsame spec URL, bearer auth
Anything that can only GET a URLquery stringhttps://lucydomi.com/mcp/v1/search_creators?platform=tiktok&keyword=coffee&api_key=sk-...

Discovery document (machine-readable, tells an agent what's available): https://lucydomi.com/mcp/info


The 10 tools

ToolWhat it answers
list_platformsWhich platforms exist, which tools each supports, which key group you need
search_creators"Find me mid-size coffee creators on TikTok"
search_posts"What is being posted about cold brew this week?"
get_creator"How big is this account, what's their bio?"
list_creator_posts"What has this account posted recently?"
get_post"Give me the details of this one video"
get_comments"What are people saying under this post?"
get_trending"What's trending on Douyin right now?"
get_comment_insights"Summarize the comment section: sentiment, questions, complaints"
check_balance"How much credit do I have left?"

get_comment_insights is the one people keep open: it samples comments, then returns sentiment split, question ratio, high-frequency phrases and top-liked comments — so the agent answers "what do users actually want" instead of dumping fifty raw rows.


Docs by platform, by tool, by client

Each page carries a real captured response and copy-paste code, so you can skip the README once you know what you need:

Tutorials — end-to-end workflows with real numbers: mine demand from comments · build a creator database · cross-platform topic check · competitor monitoring

All 21 in one index: https://lucydomi.com/resources · machine index: https://lucydomi.com/llms.txt · everything in one file for LLMs: https://lucydomi.com/llms-full.txt


Cookbook — three scripts you can run right now

Stdlib only, no dependencies. Each was run against the live API before being committed; the output below is real.

ScriptQuestion it answers
examples/cookbook_comment_insights.pyWhat is the comment section actually asking? (search → hottest post → insights)
examples/cookbook_creator_report.pyWho are the creators in this niche? (creator search → recent posts → Markdown table)
examples/cookbook_cross_platform.pyWhich platform owns this topic? (one keyword, six platforms, same fields)
bash
export BUSYBEE_API_KEY=sk-...python examples/cookbook_cross_platform.py coffee
平台          条数    最高互动      文案tiktok      10    9325976   ASMR SATISFACTION 🤎✨ Nothing beats puck …youtube     10    235306    The Espresso Revolution is Already Happe…twitter     10    20988483  NEW: Bikini barista takes out a hammer o…instagram   -     -         (该平台没有关键词搜内容)douyin      10    75063     coffee time.#海氏C9Pro咖啡机…xiaohongshu 10    14623     谁发明的这样喝咖啡?…

Note the Instagram row: it reports the gap instead of silently returning nothing — list_platforms tells your agent which tools each platform actually supports, so cross-platform jobs degrade instead of breaking.


One schema, every platform

Same field names whether the item came from TikTok, Instagram, YouTube, X, Douyin or Xiaohongshu:

json
{  "ok": true, "platform": "tiktok", "tool": "search_posts", "count": 6,  "items": [    {      "platform": "tiktok",      "id": "7690199760430566669",      "url": "https://www.tiktok.com/@laceyglasley/video/7690199760430566669",      "author": { "id": "7066058701889012782", "handle": "laceyglasley", "name": "Lacey" },      "text": "Salted Honey Spanish Latte … #coffeetok #spanishlatte",      "created_at": "2026-09-27T13:03:24+00:00",      "stats": { "likes": 68357, "comments": 165, "shares": 7691, "views": 1009685, "collects": 17806 },      "cover": "https://…"    }  ],  "cost_usd": 0.003, "balance_usd": 3.93}

This is a real response, not a mock-up — captured from a live call, only the share URL query string and the caption were trimmed. Two full raw responses are checked in: examples/1_tiktok_coffee.json (search_posts) and examples/2_youtube_insights.json (comment insights on 20 comments).

Every response carries cost_usd and balance_usd, so the agent can budget itself and you can see what a task actually cost.


Setup per client

Need a key first: register at lucydomi.com → Console → API Keys → New key (sk-…). Overseas and China platforms use different key groups.

Claude Code

bash
claude mcp add busybee --transport http https://lucydomi.com/mcp \  --header "Authorization: Bearer sk-YOUR_KEY"

Cursor / Cline / Windsurf / VS Code (~/.cursor/mcp.json)

json
{  "mcpServers": {    "busybee": {      "url": "https://lucydomi.com/mcp",      "headers": { "Authorization": "Bearer sk-YOUR_KEY" }    }  }}

Claude Desktop (local stdio)

json
{  "mcpServers": {    "busybee": {      "command": "uvx",      "args": ["busybee-mcp"],      "args": ["busybee-mcp"],      "env": { "BUSYBEE_API_KEY": "sk-YOUR_KEY" }    }  }}

Legacy SSE clients

SSE URL      https://lucydomi.com/sseMessages URL https://lucydomi.com/messages/?session_id=<from the SSE event>Header       Authorization: Bearer sk-YOUR_KEY

Dify / n8n / Coze / GPT Actions

Import the OpenAPI schema, set auth to Bearer sk-YOUR_KEY. If the importer rejects 3.1, use the 3.0 view.

PlatformWhere to pasteURL
DifyTools → Custom → Add OpenAPI toolhttps://lucydomi.com/mcp/openapi.json?spec=3.0
n8nHTTP Request node, or import as a credential-protected APIhttps://lucydomi.com/mcp/openapi.json
CozePlugin → Import from OpenAPIhttps://lucydomi.com/mcp/openapi.json?spec=3.0
OpenAI GPT ActionsActions → Import from URLhttps://lucydomi.com/mcp/openapi.json

Server-side endpoints derive automatically from the schema; each operation maps 1:1 to a tool name, so search_posts in the schema is POST https://lucydomi.com/mcp/v1/search_posts.

LangChain / custom Python (no MCP needed)

python
import json, urllib.requestreq = urllib.request.Request(    "https://lucydomi.com/mcp/v1/search_creators",    data=json.dumps({"platform": "tiktok", "keyword": "coffee", "limit": 3}).encode(),    headers={"Content-Type": "application/json", "Authorization": "Bearer sk-YOUR_KEY"},)print(json.load(urllib.request.urlopen(req)))

Tool schemas for function calling: GET https://lucydomi.com/mcp/tools?format=openai

Local package

bash
pip install busybee-mcpBUSYBEE_API_KEY=sk-YOUR_KEY busybee-mcp          # stdioBUSYBEE_API_KEY=sk-YOUR_KEY busybee-mcp http     # serve all transports on :3013

Design decisions worth knowing

  • Ten tools, not a thousand. Call a business intent, not an endpoint. The more tools a model sees, the more often it picks wrong and burns money.
  • Normalized fields. author / text / created_at / stats mean the same thing on every platform.
  • One implementation behind every protocol. MCP, SSE and REST share the same dispatch layer, so behavior can't drift between clients.
  • Pay per call, priced per endpoint. Cheap calls cost fractions of a cent. Price is visible in your console.
  • Cost transparency inside the result. cost_usd + balance_usd on every response.
  • Failures are not billed.
  • Clean errors. No stack traces, no third-party vendor names, no upstream documentation links leaking into your agent's context.
  • CORS enabled, so browser-based agents and web widgets can call it directly.

Errors

errorMeaningWhat to do
no_api_keyNo key suppliedAdd Authorization: Bearer sk-..., X-API-Key, or ?api_key=
unauthorizedKey invalid or deletedIssue a new key in the console
insufficient_balanceOut of creditTop up
forbiddenKey group doesn't cover that platformCreate a key in the right group
rate_limitedToo many requestsBack off and retry
unsupported_toolThat platform doesn't expose the toolCall list_platforms to see the matrix
upstream_errorTemporary provider failureRetry once; not billed

Scope and compliance

BusyBee serves public social media data only, and only to users outside mainland China. Do not use it to profile private individuals, scrape private accounts, manipulate engagement, or train models on personal data without a lawful basis. See the data policy.

License

MIT — see LICENSE. This repository is the client-side MCP server; the hosted service is metered separately.


中文速览

BusyBee MCP 把 TikTok、Instagram、YouTube、X、抖音、小红书六个平台的公开数据,压成 10 个业务级工具 + 一套统一字段,同一台服务器支持四种接入方式:

你的 AI 工具接入地址
Claude Code / Cursor / Cline(MCP 新版)https://lucydomi.com/mcp
只认旧版 SSE 的客户端https://lucydomi.com/sse
Dify / n8n / Coze / GPT Actions(OpenAPI)https://lucydomi.com/mcp/openapi.json
任何能发 HTTP 的程序https://lucydomi.com/mcp/v1/<工具名>
  • 密钥:注册后在控制台建 sk- 开头的串
  • 计费:按次,每次返回都带本次花费与余额;失败不扣费
  • 报错是干净中文/英文,不暴露任何上游信息

Source: README.md at commit eae1883

Tools

0
This server asks for a credential such as an API key, so SourceWeft could not read its tools without one and has not indexed them.

Version history

3
  1. v0.2.4LatestOct 25, 2026
  2. v0.2.3Oct 24, 2026
  3. v0.2.2Oct 23, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts